{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem, Draw\n",
    "from rdkit.Chem.Draw import DrawingOptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_inputs(sm):\n",
    "    seq_len = 220\n",
    "    sm = sm.split()\n",
    "    if len(sm)>218:\n",
    "        print('SMILES is too long ({:d})'.format(len(sm)))\n",
    "        sm = sm[:109]+sm[-109:]\n",
    "    ids = [vocab.stoi.get(token, unk_index) for token in sm]\n",
    "    ids = [sos_index] + ids + [eos_index]\n",
    "    seg = [1]*len(ids)\n",
    "    padding = [pad_index]*(seq_len - len(ids))\n",
    "    ids.extend(padding), seg.extend(padding)\n",
    "    return ids, seg\n",
    "\n",
    "def get_array(smiles):\n",
    "    x_id, x_seg = [], []\n",
    "    for sm in smiles:\n",
    "        a,b = get_inputs(sm)\n",
    "        x_id.append(a)\n",
    "        x_seg.append(b)\n",
    "    return torch.tensor(x_id), torch.tensor(x_seg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total parameters: 4245037\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from pretrain_trfm import TrfmSeq2seq\n",
    "from pretrain_rnn import RNNSeq2Seq\n",
    "from bert import BERT\n",
    "from build_vocab import WordVocab\n",
    "from utils import split\n",
    "\n",
    "pad_index = 0\n",
    "unk_index = 1\n",
    "eos_index = 2\n",
    "sos_index = 3\n",
    "mask_index = 4\n",
    "\n",
    "vocab = WordVocab.load_vocab('data/vocab.pkl')\n",
    "\n",
    "trfm = TrfmSeq2seq(len(vocab), 256, len(vocab), 3)\n",
    "trfm.load_state_dict(torch.load('.save/trfm_12_23000.pkl'))\n",
    "trfm.eval()\n",
    "print('Total parameters:', sum(p.numel() for p in trfm.parameters()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_mols(mols, unit=200, w=120, h=200, fontsize=1.0):\n",
    "    drawer = Draw.MolDraw2DSVG(4*unit, 3*unit, w, h)\n",
    "\n",
    "    # optをとり出しておく\n",
    "    opt = drawer.drawOptions()\n",
    "    opt.padding = 0.1\n",
    "    opt.legendFontSize = 20\n",
    "    #opt.atomfontSize = 20\n",
    "\n",
    "    xs = np.array([0,1,2,3,0,1,2,3,0,1,2,3])*unit\n",
    "    ys = np.array([0,0,0,0,1,1,1,1,2,2,2,2])*unit\n",
    "    for i, (mol, x, y) in enumerate(zip(mols,xs,ys)):\n",
    "        # SetOffsetで左上の座標を指定できる\n",
    "        drawer.SetOffset(int(x), int(y))\n",
    "        drawer.SetFontSize(fontsize)\n",
    "\n",
    "        AllChem.Compute2DCoords(mol)\n",
    "        Chem.Kekulize(mol)\n",
    "        # 分子をSVGに書く\n",
    "        drawer.DrawMolecule(mol, legend=str(i))\n",
    "\n",
    "\n",
    "    # </svg> 書く\n",
    "    drawer.FinishDrawing()\n",
    "    return drawer\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ESOL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1128, 10)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound ID</th>\n",
       "      <th>ESOL predicted log solubility in mols per litre</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured log solubility in mols per litre</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>-0.974</td>\n",
       "      <td>1</td>\n",
       "      <td>457.432</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>202.32</td>\n",
       "      <td>-0.77</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fenfuram</td>\n",
       "      <td>-2.885</td>\n",
       "      <td>1</td>\n",
       "      <td>201.225</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>42.24</td>\n",
       "      <td>-3.30</td>\n",
       "      <td>Cc1occc1C(=O)Nc2ccccc2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>citral</td>\n",
       "      <td>-2.579</td>\n",
       "      <td>1</td>\n",
       "      <td>152.237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>17.07</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>CC(C)=CCCC(C)=CC(=O)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Picene</td>\n",
       "      <td>-6.618</td>\n",
       "      <td>2</td>\n",
       "      <td>278.354</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-7.87</td>\n",
       "      <td>c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thiophene</td>\n",
       "      <td>-2.232</td>\n",
       "      <td>2</td>\n",
       "      <td>84.143</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>c1ccsc1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Compound ID  ESOL predicted log solubility in mols per litre  \\\n",
       "0   Amigdalin                                           -0.974   \n",
       "1    Fenfuram                                           -2.885   \n",
       "2      citral                                           -2.579   \n",
       "3      Picene                                           -6.618   \n",
       "4   Thiophene                                           -2.232   \n",
       "\n",
       "   Minimum Degree  Molecular Weight  Number of H-Bond Donors  Number of Rings  \\\n",
       "0               1           457.432                        7                3   \n",
       "1               1           201.225                        1                2   \n",
       "2               1           152.237                        0                0   \n",
       "3               2           278.354                        0                5   \n",
       "4               2            84.143                        0                1   \n",
       "\n",
       "   Number of Rotatable Bonds  Polar Surface Area  \\\n",
       "0                          7              202.32   \n",
       "1                          2               42.24   \n",
       "2                          4               17.07   \n",
       "3                          0                0.00   \n",
       "4                          0                0.00   \n",
       "\n",
       "   measured log solubility in mols per litre  \\\n",
       "0                                      -0.77   \n",
       "1                                      -3.30   \n",
       "2                                      -2.06   \n",
       "3                                      -7.87   \n",
       "4                                      -1.33   \n",
       "\n",
       "                                              smiles  \n",
       "0  OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...  \n",
       "1                             Cc1occc1C(=O)Nc2ccccc2  \n",
       "2                               CC(C)=CCCC(C)=CC(=O)  \n",
       "3                 c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43  \n",
       "4                                            c1ccsc1  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/esol.csv')\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1128, 10)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound ID</th>\n",
       "      <th>ESOL predicted log solubility in mols per litre</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured log solubility in mols per litre</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>-0.974</td>\n",
       "      <td>1</td>\n",
       "      <td>457.432</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>202.32</td>\n",
       "      <td>-0.77</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fenfuram</td>\n",
       "      <td>-2.885</td>\n",
       "      <td>1</td>\n",
       "      <td>201.225</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>42.24</td>\n",
       "      <td>-3.30</td>\n",
       "      <td>Cc1occc1C(=O)Nc2ccccc2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>citral</td>\n",
       "      <td>-2.579</td>\n",
       "      <td>1</td>\n",
       "      <td>152.237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>17.07</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>CC(C)=CCCC(C)=CC(=O)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Picene</td>\n",
       "      <td>-6.618</td>\n",
       "      <td>2</td>\n",
       "      <td>278.354</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-7.87</td>\n",
       "      <td>c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thiophene</td>\n",
       "      <td>-2.232</td>\n",
       "      <td>2</td>\n",
       "      <td>84.143</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>c1ccsc1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Compound ID  ESOL predicted log solubility in mols per litre  \\\n",
       "0   Amigdalin                                           -0.974   \n",
       "1    Fenfuram                                           -2.885   \n",
       "2      citral                                           -2.579   \n",
       "3      Picene                                           -6.618   \n",
       "4   Thiophene                                           -2.232   \n",
       "\n",
       "   Minimum Degree  Molecular Weight  Number of H-Bond Donors  Number of Rings  \\\n",
       "0               1           457.432                        7                3   \n",
       "1               1           201.225                        1                2   \n",
       "2               1           152.237                        0                0   \n",
       "3               2           278.354                        0                5   \n",
       "4               2            84.143                        0                1   \n",
       "\n",
       "   Number of Rotatable Bonds  Polar Surface Area  \\\n",
       "0                          7              202.32   \n",
       "1                          2               42.24   \n",
       "2                          4               17.07   \n",
       "3                          0                0.00   \n",
       "4                          0                0.00   \n",
       "\n",
       "   measured log solubility in mols per litre  \\\n",
       "0                                      -0.77   \n",
       "1                                      -3.30   \n",
       "2                                      -2.06   \n",
       "3                                      -7.87   \n",
       "4                                      -1.33   \n",
       "\n",
       "                                              smiles  \n",
       "0  OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...  \n",
       "1                             Cc1occc1C(=O)Nc2ccccc2  \n",
       "2                               CC(C)=CCCC(C)=CC(=O)  \n",
       "3                 c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43  \n",
       "4                                            c1ccsc1  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/esol.csv')\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 1128 molecules. It will take a little time.\n",
      "(1128, 1024)\n"
     ]
    }
   ],
   "source": [
    "x_split = [split(sm) for sm in df['smiles'].values]\n",
    "xid, xseg = get_array(x_split)\n",
    "X = trfm.encode(torch.t(xid))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_reduced = TSNE(n_components=2, random_state=0).fit_transform(X)\n",
    "y = df['measured log solubility in mols per litre'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,10))\n",
    "plt.rcParams['font.size'] = 12\n",
    "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, marker='o')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FreeSolv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(642, 4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iupac</th>\n",
       "      <th>smiles</th>\n",
       "      <th>expt</th>\n",
       "      <th>calc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4-methoxy-N,N-dimethyl-benzamide</td>\n",
       "      <td>CN(C)C(=O)c1ccc(cc1)OC</td>\n",
       "      <td>-11.01</td>\n",
       "      <td>-9.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>methanesulfonyl chloride</td>\n",
       "      <td>CS(=O)(=O)Cl</td>\n",
       "      <td>-4.87</td>\n",
       "      <td>-6.219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3-methylbut-1-ene</td>\n",
       "      <td>CC(C)C=C</td>\n",
       "      <td>1.83</td>\n",
       "      <td>2.452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2-ethylpyrazine</td>\n",
       "      <td>CCc1cnccn1</td>\n",
       "      <td>-5.45</td>\n",
       "      <td>-5.809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>heptan-1-ol</td>\n",
       "      <td>CCCCCCCO</td>\n",
       "      <td>-4.21</td>\n",
       "      <td>-2.917</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              iupac                  smiles   expt   calc\n",
       "0  4-methoxy-N,N-dimethyl-benzamide  CN(C)C(=O)c1ccc(cc1)OC -11.01 -9.625\n",
       "1          methanesulfonyl chloride            CS(=O)(=O)Cl  -4.87 -6.219\n",
       "2                 3-methylbut-1-ene                CC(C)C=C   1.83  2.452\n",
       "3                   2-ethylpyrazine              CCc1cnccn1  -5.45 -5.809\n",
       "4                       heptan-1-ol                CCCCCCCO  -4.21 -2.917"
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/freesolv.csv')\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 642 molecules. It will take a little time.\n",
      "(642, 1024)\n"
     ]
    }
   ],
   "source": [
    "x_split = [split(sm) for sm in df['smiles'].values]\n",
    "xid, xseg = get_array(x_split)\n",
    "X = trfm.encode(torch.t(xid))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_reduced = TSNE(n_components=2, random_state=0).fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,7))\n",
    "plt.rcParams['font.size'] = 14\n",
    "plt.axis('off')\n",
    "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=df['expt'].values, marker='o')\n",
    "for i in range(12):\n",
    "    plt.scatter(pts[i,0], pts[i,1], c='r', marker='${}$'.format(i), s=200*(1+i//10))\n",
    "plt.colorbar()\n",
    "plt.savefig('freesolv.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [],
   "source": [
    "nn = NearestNeighbors(metric='euclidean').fit(X_reduced)\n",
    "xs = np.linspace(-24, 18, 12)\n",
    "ys = np.linspace(25, -40, 12)\n",
    "ids = []\n",
    "pts = []\n",
    "for x,y in zip(xs, ys):\n",
    "    _, result = nn.kneighbors([[x, y]], n_neighbors=1)\n",
    "    ids.append(result[0, 0])\n",
    "    pts.append(X_reduced[result[0, 0]])\n",
    "pts = np.array(pts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"48.6166\" y=\"129.981\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"17.7823\" y=\"108.332\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"48.6166\" y=\"86.684\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"91.1143\" y=\"65.0356\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"53.3253\" y=\"198\"><tspan>0</tspan></text>\n",
       "<path d=\"M 208.249,108.542 217.923,85.4923\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 214.31,107.019 221.082,90.8845\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 208.249,108.542 223.374,128.445\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 217.923,85.4923 242.722,82.3452\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 242.722,82.3452 257.846,102.248\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 241.01,88.3556 251.597,102.287\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 257.846,102.248 248.173,125.298\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 257.846,102.248 282.645,99.1008\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 248.173,125.298 223.374,128.445\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 243.823,120.81 226.464,123.013\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 282.645,99.1008 297.77,119.004\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 288.894,99.0613 299.482,112.993\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 282.645,99.1008 292.319,76.0511\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 297.77,119.004 322.568,115.856\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 322.568,115.856 332.242,92.8067\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 319.409,110.464 326.181,94.3294\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 322.568,115.856 326.965,121.642\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 326.965,121.642 331.361,127.427\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 332.242,92.8067 317.117,72.904\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 317.117,72.904 292.319,76.0511\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 314.027,78.3358 296.668,80.5387\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 292.319,76.0511 287.923,70.266\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 287.923,70.266 283.526,64.4809\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"267.751\" y=\"64.4809\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"328.25\" y=\"144.092\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"253.325\" y=\"198\"><tspan>1</tspan></text>\n",
       "<path d=\"M 448.274,128.392 423.335,130.102\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 444.191,123.661 426.734,124.858\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 448.274,128.392 459.263,105.939\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 423.335,130.102 409.385,109.359\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 409.385,109.359 420.374,86.9066\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 415.524,108.189 423.216,92.4722\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 409.385,109.359 401.637,109.891\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 401.637,109.891 393.889,110.422\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 420.374,86.9066 445.312,85.1967\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 420.374,86.9066 416.2,80.7014\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 416.2,80.7014 412.027,74.4963\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 445.312,85.1967 459.263,105.939\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 443.256,91.0981 453.022,105.618\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 459.263,105.939 484.202,104.23\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 484.202,104.23 498.152,124.972\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 490.443,104.551 500.208,119.071\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 484.202,104.23 495.19,81.7768\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 498.152,124.972 523.091,123.262\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 523.091,123.262 534.08,100.81\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 520.249,117.697 527.941,101.98\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 523.091,123.262 527.264,129.468\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 527.264,129.468 531.437,135.673\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 534.08,100.81 520.129,80.0669\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 534.08,100.81 541.828,100.278\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 541.828,100.278 549.576,99.7472\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 520.129,80.0669 495.19,81.7768\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 516.73,85.3112 499.273,86.5081\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 520.129,80.0669 523.585,73.0068\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 523.585,73.0068 527.04,65.9466\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 495.19,81.7768 491.017,75.5717\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 491.017,75.5717 486.844,69.3665\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"471.797\" y=\"69.3665\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"521.675\" y=\"65.9466\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"549.576\" y=\"107.432\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"527.598\" y=\"152.338\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"396.98\" y=\"74.4963\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"375.003\" y=\"119.402\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"453.325\" y=\"198\"><tspan>2</tspan></text>\n",
       "<path d=\"M 621.251,140.016 620.341,115.035\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 620.341,115.035 627.039,110.835\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 627.039,110.835 633.737,106.635\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 641.216,93.4231 641.064,89.2652\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 641.064,89.2652 640.913,85.1072\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 642.803,68.3512 642.652,64.1932\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 642.652,64.1932 642.5,60.0352\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 637.807,68.5333 637.655,64.3753\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 637.655,64.3753 637.504,60.2174\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 633.937,77.0179 628.674,77.2098\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 628.674,77.2098 623.41,77.4017\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 647.281,76.5315 652.544,76.3396\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 652.544,76.3396 657.807,76.1478\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 611.214,86.0179 607.57,92.8963\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 607.57,92.8963 603.926,99.7748\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 603.926,99.7748 578.945,100.685\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 670.814,84.1966 674.842,90.6197\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 674.842,90.6197 678.869,97.0428\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 678.869,97.0428 667.167,119.132\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 672.696,98.0159 664.504,113.478\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 678.869,97.0428 703.85,96.1322\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 667.167,119.132 671.194,125.555\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 671.194,125.555 675.222,131.979\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 703.85,96.1322 715.552,74.0427\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 710.023,95.1591 718.214,79.6965\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 703.85,96.1322 717.129,117.311\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 715.552,74.0427 740.532,73.1321\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 740.532,73.1321 753.812,94.3108\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 738.289,78.9647 747.584,93.7899\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 753.812,94.3108 742.11,116.4\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 753.812,94.3108 761.581,94.0276\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 761.581,94.0276 769.35,93.7444\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 742.11,116.4 717.129,117.311\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 738.181,111.541 720.694,112.178\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 717.129,117.311 713.485,124.189\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 713.485,124.189 709.841,131.068\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"633.737\" y=\"110.088\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF7F00\" x=\"633.937\" y=\"85.1072\"><tspan>P</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"631.916\" y=\"60.1263\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"607.846\" y=\"86.0179\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"657.807\" y=\"84.1966\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"671.003\" y=\"148.644\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"695.984\" y=\"147.733\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"769.35\" y=\"101.733\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"653.325\" y=\"198\"><tspan>3</tspan></text>\n",
       "<path d=\"M 54.042,240.257 40.0353,260.962\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 40.0353,260.962 43.4741,268.037\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 43.4741,268.037 46.9129,275.112\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 45.3261,291.777 43.9596,293.796\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 43.9596,293.796 42.5932,295.816\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 31.685,297.565 28.0046,295.075\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 28.0046,295.075 24.3242,292.585\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 28.8837,301.706 25.2032,299.216\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 25.2032,299.216 21.5228,296.726\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 31.3195,312.481 29.953,314.501\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 29.953,314.501 28.5866,316.521\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 43.6283,308.662 46.7536,310.777\" style=\"fill:none;fill-rule:evenodd;stroke:#FF7F00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 46.7536,310.777 49.8788,312.891\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 15.1674,324.299 6.59143,323.687\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 6.59143,323.687 -1.98451,323.076\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -1.98451,323.076 -15.9911,343.781\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 65.4435,314.373 72.7936,310.8\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 72.7936,310.8 80.1436,307.228\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 80.1436,307.228 81.9213,282.294\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 85.3971,303.843 86.6415,286.389\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 80.1436,307.228 86.885,311.788\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 86.885,311.788 93.6263,316.349\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 81.9213,282.294 104.404,271.366\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 104.404,271.366 111.145,275.927\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 111.145,275.927 117.886,280.487\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 103.625,276.875 108.344,280.067\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 108.344,280.067 113.063,283.26\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 104.404,271.366 106.181,246.432\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 124.515,293.705 123.923,302.006\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 123.923,302.006 123.331,310.307\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 123.331,310.307 115.701,314.016\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 115.701,314.016 108.071,317.724\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 118.856,306.923 113.515,309.519\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 113.515,309.519 108.174,312.115\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 123.331,310.307 144.036,324.314\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 144.036,324.314 142.258,349.248\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 144.036,324.314 166.518,313.386\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"43.1806\" y=\"291.777\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF7F00\" x=\"30.2843\" y=\"312.481\"><tspan>P</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"9.57949\" y=\"298.475\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"15.1674\" y=\"333.186\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"49.8788\" y=\"326.488\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"117.886\" y=\"293.705\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"93.6263\" y=\"329.567\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"53.3253\" y=\"398\"><tspan>4</tspan></text>\n",
       "<path d=\"M 303.266,260.079 304.664,268.231\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 304.664,268.231 306.063,276.384\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 299.71,291.185 293.99,295.94\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 293.99,295.94 288.269,300.696\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 288.269,300.696 269.046,316.675\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 288.269,300.696 283.743,295.25\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 283.743,295.25 279.216,289.805\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 288.269,300.696 292.796,306.141\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 292.796,306.141 297.322,311.586\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 269.046,316.675 245.596,308.017\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 245.596,308.017 237.482,305.021\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 237.482,305.021 229.368,302.025\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 244.893,302.428 237.996,299.882\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 237.996,299.882 231.099,297.335\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 241.43,311.808 234.533,309.262\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 234.533,309.262 227.636,306.715\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 264.508,282.807 256.08,284.253\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 256.08,284.253 247.652,285.699\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 301.172,328.251 298.381,335.81\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 298.381,335.81 295.591,343.369\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"299.71\" y=\"293.049\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"214.923\" y=\"307.691\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"264.508\" y=\"289.805\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"296.466\" y=\"328.251\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"253.325\" y=\"398\"><tspan>5</tspan></text>\n",
       "<path d=\"M 453.911,312.499 475.56,300\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 475.56,300 497.208,287.501\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 475.56,300 488.058,321.648\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 475.56,300 471.716,293.342\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 471.716,293.342 467.872,286.684\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:16px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"448.056\" y=\"286.684\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"453.325\" y=\"398\"><tspan>6</tspan></text>\n",
       "<path d=\"M 713.056,285.568 700.557,307.216\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 700.557,307.216 675.56,307.216\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 675.56,307.216 663.061,328.865\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 675.56,307.216 663.061,285.568\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 663.061,285.568 638.063,285.568\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"653.325\" y=\"398\"><tspan>7</tspan></text>\n",
       "<path d=\"M 125.555,500 100.557,500\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 100.557,500 88.0584,521.648\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 100.557,500 88.0584,478.352\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 88.0584,521.648 63.0609,521.648\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 63.0609,521.648 50.5622,500\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 50.5622,500 63.0609,478.352\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 50.5622,500 25.5647,500\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 63.0609,478.352 88.0584,478.352\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"53.3253\" y=\"598\"><tspan>8</tspan></text>\n",
       "<path d=\"M 308.032,524.997 286.384,512.499\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 286.384,512.499 264.735,524.997\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 286.384,512.499 286.384,487.501\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 264.735,524.997 243.087,512.499\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 243.087,512.499 243.087,487.501\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 243.087,487.501 264.735,475.003\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 264.735,475.003 286.384,487.501\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 286.384,487.501 308.032,475.003\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"253.325\" y=\"598\"><tspan>9</tspan></text>\n",
       "<path d=\"M 453.911,504.166 475.56,491.668\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 474.31,493.832 495.958,506.331\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 476.81,489.503 498.458,502.001\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"446.651\" y=\"598\"><tspan>10</tspan></text>\n",
       "<path d=\"M 599.645,504.133 621.634,492.243\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 621.634,492.243 642.925,505.341\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 642.925,505.341 664.914,493.451\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 664.914,493.451 686.205,506.549\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 686.205,506.549 708.194,494.659\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 708.194,494.659 729.485,507.757\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 729.485,507.757 751.474,495.867\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"646.651\" y=\"598\"><tspan>11</tspan></text>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mols = [Chem.MolFromSmiles(sm) for sm in df['smiles'].values[ids]]\n",
    "dr = plot_mols(mols)\n",
    "with open('freesolv.svg', 'w') as f:\n",
    "    f.write(dr.GetDrawingText())\n",
    "SVG(dr.GetDrawingText())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lipo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4200, 3)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CMPD_CHEMBLID</th>\n",
       "      <th>exp</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CHEMBL596271</td>\n",
       "      <td>3.54</td>\n",
       "      <td>Cn1c(CN2CCN(CC2)c3ccc(Cl)cc3)nc4ccccc14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CHEMBL1951080</td>\n",
       "      <td>-1.18</td>\n",
       "      <td>COc1cc(OC)c(cc1NC(=O)CSCC(=O)O)S(=O)(=O)N2C(C)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CHEMBL1771</td>\n",
       "      <td>3.69</td>\n",
       "      <td>COC(=O)[C@@H](N1CCc2sccc2C1)c3ccccc3Cl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CHEMBL234951</td>\n",
       "      <td>3.37</td>\n",
       "      <td>OC[C@H](O)CN1C(=O)C(Cc2ccccc12)NC(=O)c3cc4cc(C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CHEMBL565079</td>\n",
       "      <td>3.10</td>\n",
       "      <td>Cc1cccc(C[C@H](NC(=O)c2cc(nn2C)C(C)(C)C)C(=O)N...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CMPD_CHEMBLID   exp                                             smiles\n",
       "0   CHEMBL596271  3.54            Cn1c(CN2CCN(CC2)c3ccc(Cl)cc3)nc4ccccc14\n",
       "1  CHEMBL1951080 -1.18  COc1cc(OC)c(cc1NC(=O)CSCC(=O)O)S(=O)(=O)N2C(C)...\n",
       "2     CHEMBL1771  3.69             COC(=O)[C@@H](N1CCc2sccc2C1)c3ccccc3Cl\n",
       "3   CHEMBL234951  3.37  OC[C@H](O)CN1C(=O)C(Cc2ccccc12)NC(=O)c3cc4cc(C...\n",
       "4   CHEMBL565079  3.10  Cc1cccc(C[C@H](NC(=O)c2cc(nn2C)C(C)(C)C)C(=O)N..."
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/lipo.csv')\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMILES is too long (251)\n",
      "SMILES is too long (267)\n",
      "There are 4200 molecules. It will take a little time.\n",
      "(4200, 1024)\n"
     ]
    }
   ],
   "source": [
    "x_split = [split(sm) for sm in df['smiles'].values]\n",
    "xid, xseg = get_array(x_split)\n",
    "X = trfm.encode(torch.t(xid))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_reduced = TSNE(n_components=2, random_state=0).fit_transform(X)\n",
    "y = df['exp'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,10))\n",
    "plt.rcParams['font.size'] = 12\n",
    "\n",
    "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, marker='o')\n",
    "plt.scatter(X_reduced[100,0], X_reduced[100,1], c='r', marker='o')\n",
    "plt.scatter(X_reduced[4197,0], X_reduced[4197,1], c='r', marker='o')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([27.104004, 44.82114 ], dtype=float32)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_reduced[100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-60.24972, -47.6629 ], dtype=float32)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_reduced[4197]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                 Cn1c(CN2CCN(CC2)c3ccc(Cl)cc3)nc4ccccc14\n",
       "1       COc1cc(OC)c(cc1NC(=O)CSCC(=O)O)S(=O)(=O)N2C(C)...\n",
       "2                  COC(=O)[C@@H](N1CCc2sccc2C1)c3ccccc3Cl\n",
       "3       OC[C@H](O)CN1C(=O)C(Cc2ccccc12)NC(=O)c3cc4cc(C...\n",
       "4       Cc1cccc(C[C@H](NC(=O)c2cc(nn2C)C(C)(C)C)C(=O)N...\n",
       "                              ...                        \n",
       "4195              OCCc1ccc(NC(=O)c2cc3cc(Cl)ccc3[nH]2)cc1\n",
       "4196    CCN(C1CCN(CCC(c2ccc(F)cc2)c3ccc(F)cc3)CC1)C(=O...\n",
       "4197                                   COc1cccc2[nH]ncc12\n",
       "4198                      Clc1ccc2ncccc2c1C(=O)NCC3CCCCC3\n",
       "4199                   CN1C(=O)C=C(CCc2ccc3ccccc3c2)N=C1N\n",
       "Name: smiles, Length: 4200, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['smiles']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BBBP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2050, 4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>name</th>\n",
       "      <th>p_np</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Propanolol</td>\n",
       "      <td>1</td>\n",
       "      <td>[Cl].CC(C)NCC(O)COc1cccc2ccccc12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Terbutylchlorambucil</td>\n",
       "      <td>1</td>\n",
       "      <td>C(=O)(OC(C)(C)C)CCCc1ccc(cc1)N(CCCl)CCCl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>40730</td>\n",
       "      <td>1</td>\n",
       "      <td>c12c3c(N4CCN(C)CC4)c(F)cc1c(c(C(O)=O)cn2C(C)CO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>C1CCN(CC1)Cc1cccc(c1)OCCCNC(=O)C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>cloxacillin</td>\n",
       "      <td>1</td>\n",
       "      <td>Cc1onc(c2ccccc2Cl)c1C(=O)N[C@H]3[C@H]4SC(C)(C)...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   num                  name  p_np  \\\n",
       "0    1            Propanolol     1   \n",
       "1    2  Terbutylchlorambucil     1   \n",
       "2    3                 40730     1   \n",
       "3    4                    24     1   \n",
       "4    5           cloxacillin     1   \n",
       "\n",
       "                                              smiles  \n",
       "0                   [Cl].CC(C)NCC(O)COc1cccc2ccccc12  \n",
       "1           C(=O)(OC(C)(C)C)CCCc1ccc(cc1)N(CCCl)CCCl  \n",
       "2  c12c3c(N4CCN(C)CC4)c(F)cc1c(c(C(O)=O)cn2C(C)CO...  \n",
       "3                   C1CCN(CC1)Cc1cccc(c1)OCCCNC(=O)C  \n",
       "4  Cc1onc(c2ccccc2Cl)c1C(=O)N[C@H]3[C@H]4SC(C)(C)...  "
      ]
     },
     "execution_count": 399,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/bbbp.csv')\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMILES is too long (256)\n",
      "SMILES is too long (239)\n",
      "SMILES is too long (258)\n",
      "SMILES is too long (380)\n",
      "SMILES is too long (332)\n",
      "There are 2050 molecules. It will take a little time.\n",
      "(2050, 1024)\n"
     ]
    }
   ],
   "source": [
    "x_split = [split(sm) for sm in df['smiles'].values]\n",
    "xid, xseg = get_array(x_split)\n",
    "X = trfm.encode(torch.t(xid))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_reduced = TSNE(n_components=2, random_state=0).fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "metadata": {},
   "outputs": [],
   "source": [
    "nn = NearestNeighbors(metric='euclidean').fit(X_reduced)\n",
    "xs = np.linspace(-45, 60, 12)\n",
    "ys = np.linspace(-40, 10, 12)\n",
    "ids = []\n",
    "pts = []\n",
    "for x,y in zip(xs, ys):\n",
    "    _, result = nn.kneighbors([[x, y]], n_neighbors=1)\n",
    "    ids.append(result[0, 0])\n",
    "    pts.append(X_reduced[result[0, 0]])\n",
    "pts = np.array(pts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,7))\n",
    "plt.rcParams['font.size'] = 14\n",
    "plt.rcParams['font.size'] = 12\n",
    "plt.scatter(X_reduced[df['p_np']==1][:,0], X_reduced[df['p_np']==1][:,1], label='positive', marker='o')\n",
    "plt.scatter(X_reduced[df['p_np']==0][:,0], X_reduced[df['p_np']==0][:,1], label='negative', marker='o')\n",
    "plt.axis('off')\n",
    "for i in range(12):\n",
    "    plt.scatter(pts[i,0], pts[i,1], c='r', marker='${}$'.format(i), s=200*(1+i//10))\n",
    "plt.legend(loc='upper left')\n",
    "plt.savefig('bbbp.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "<path d=\"M 430.374,145.427 440.279,130.838\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 428.942,141.257 435.876,131.045\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 440.279,130.838 432.597,114.965\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 432.597,114.965 415.01,113.682\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 429.702,118.29 417.391,117.392\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"303.449\" y=\"112.448\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"348.963\" y=\"100.425\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"330.825\" y=\"245\"><tspan>1</tspan></text>\n",
       "<path d=\"M 627.278,142.962 618.882,127.456\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 629.12,138.957 623.242,128.103\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 627.278,142.962 644.905,143.444\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 618.882,127.456 601.254,126.974\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 618.882,127.456 628.113,112.431\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 601.254,126.974 592.858,111.468\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 596.894,126.327 591.016,115.473\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 601.254,126.974 592.024,141.999\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 592.858,111.468 586.847,111.303\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 586.847,111.303 580.835,111.139\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 592.858,111.468 595.289,107.511\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 595.289,107.511 597.719,103.555\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 571.258,117.452 568.629,121.731\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 568.629,121.731 566,126.011\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 573.475,120.582 571.634,123.577\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 571.634,123.577 569.794,126.573\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 566,126.011 559.988,125.846\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 559.988,125.846 553.977,125.682\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 566,126.011 568.448,130.531\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 568.448,130.531 570.895,135.051\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 544.872,119.063 542.424,114.543\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 542.424,114.543 539.976,110.022\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 544.4,131.995 541.771,136.274\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 541.771,136.274 539.142,140.554\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 539.976,110.022 522.349,109.541\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 522.349,109.541 519.72,113.82\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 519.72,113.82 517.091,118.1\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 507.514,124.412 501.503,124.248\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 501.503,124.248 495.491,124.084\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 516.619,131.031 519.067,135.552\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 519.067,135.552 521.515,140.072\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 521.515,140.072 539.142,140.554\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 580.001,141.67 586.012,141.835\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 586.012,141.835 592.024,141.999\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 581.9,138.194 586.108,138.309\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 586.108,138.309 590.317,138.424\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 628.113,112.431 645.74,112.913\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 630.66,116.029 642.999,116.366\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 628.113,112.431 625.665,107.911\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 625.665,107.911 623.217,103.39\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 645.74,112.913 654.136,128.419\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 645.74,112.913 648.369,108.633\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 648.369,108.633 650.998,104.354\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 654.136,128.419 644.905,143.444\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 649.747,128.827 643.285,139.344\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 644.905,143.444 647.353,147.964\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 647.353,147.964 649.801,152.485\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"569.627\" y=\"117.452\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"542.769\" y=\"131.995\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"507.514\" y=\"131.031\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"568.792\" y=\"147.983\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"588.723\" y=\"103.555\"><tspan>NH</tspan><tspan style=\"baseline-shift:sub;font-size:9px;\">2</tspan><tspan/></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"645.975\" y=\"165.416\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"647.643\" y=\"104.354\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"612.389\" y=\"103.39\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"580.825\" y=\"245\"><tspan>2</tspan></text>\n",
       "<path d=\"M 949.438,132.753 943.597,133.928\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 943.597,133.928 937.755,135.104\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 946.99,129.648 942.901,130.471\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 942.901,130.471 938.812,131.294\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 949.438,132.753 955.069,116.042\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 926.547,129.87 923.521,126.435\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 923.521,126.435 920.495,123\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 920.495,123 922.221,117.877\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 922.221,117.877 923.947,112.755\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 924.355,122.589 925.563,119.004\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 925.563,119.004 926.771,115.418\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 920.495,123 914.653,124.175\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 914.653,124.175 908.812,125.351\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 931.73,105.162 937.571,103.986\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 937.571,103.986 943.413,102.81\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 943.413,102.81 955.069,116.042\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 942.515,107.127 950.675,116.389\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 897.603,120.117 894.577,116.682\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 894.577,116.682 891.551,113.247\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 901.029,132.944 899.303,138.067\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 899.303,138.067 897.577,143.189\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 891.551,113.247 874.264,116.726\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 874.264,116.726 872.538,121.848\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 872.538,121.848 870.812,126.971\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 863.029,134.564 857.187,135.74\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 857.187,135.74 851.346,136.915\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 874.237,139.798 877.263,143.233\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 877.263,143.233 880.289,146.668\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 851.346,136.915 839.689,123.683\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 839.689,123.683 822.402,127.162\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 822.402,127.162 810.746,113.93\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 810.746,113.93 804.904,115.106\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 804.904,115.106 799.063,116.281\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 787.854,111.047 784.828,107.612\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 784.828,107.612 781.802,104.177\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 791.28,123.875 789.554,128.997\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 789.554,128.997 787.828,134.12\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 781.802,104.177 764.515,107.656\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 783.473,104.74 785.199,99.6178\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 785.199,99.6178 786.925,94.4954\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 780.131,103.614 781.857,98.4917\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 781.857,98.4917 783.583,93.3692\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 764.515,107.656 758.884,124.367\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 758.884,124.367 770.54,137.598\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 758.884,124.367 751.537,140.397\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 758.884,124.367 745.908,112.426\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 770.54,137.598 787.828,134.12\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 786.504,135.285 789.485,138.668\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 789.485,138.668 792.465,142.051\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 789.151,132.954 792.131,136.337\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 792.131,136.337 795.111,139.72\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 751.537,140.397 734.021,138.364\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 734.021,138.364 730.542,121.076\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 730.542,121.076 745.908,112.426\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 880.289,146.668 897.577,143.189\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"926.547\" y=\"142.697\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"920.522\" y=\"112.755\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"897.603\" y=\"132.944\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"863.029\" y=\"139.902\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"787.854\" y=\"123.875\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"793.445\" y=\"153.817\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"781.394\" y=\"93.9323\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"830.825\" y=\"245\"><tspan>3</tspan></text>\n",
       "<path d=\"M 127.68,390.247 128.333,372.626\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 131.303,387.735 131.759,375.399\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 127.68,390.247 142.615,399.623\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 128.333,372.626 113.398,363.25\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 128.333,372.626 143.92,364.38\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 113.398,363.25 95.7766,362.597\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 113.398,363.25 105.153,347.663\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 95.7766,362.597 93.5872,363.755\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 93.5872,363.755 91.3978,364.914\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 95.7766,362.597 105.153,347.663\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 69.8904,364.377 67.5726,362.922\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 67.5726,362.922 65.2548,361.467\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 67.017,361.532 67.2235,355.954\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 67.2235,355.954 67.4301,350.376\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 63.4926,361.402 63.6992,355.824\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 63.6992,355.824 63.9057,350.246\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 65.2548,361.467 49.6677,369.713\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 49.6677,369.713 48.8835,375.208\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 48.8835,375.208 48.0994,380.704\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 49.6677,369.713 33.8348,361.949\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 35.9685,389.122 32.8865,389.659\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 32.8865,389.659 29.8045,390.195\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 29.8045,390.195 21.5587,374.608\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 28.2212,389.419 25.9246,394.103\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 25.9246,394.103 23.6281,398.786\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 31.3878,390.972 29.0912,395.655\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 29.0912,395.655 26.7947,400.339\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 21.5587,374.608 33.8348,361.949\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 143.92,364.38 158.855,373.756\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 144.285,368.773 154.739,375.336\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 158.855,373.756 158.202,391.378\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 158.202,391.378 142.615,399.623\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 154.215,389.497 143.304,395.269\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"68.9811\" y=\"377.309\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"59.8685\" y=\"350.311\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"35.9685\" y=\"393.636\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"16.0021\" y=\"412.494\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"80.8253\" y=\"495\"><tspan>4</tspan></text>\n",
       "<path d=\"M 399.658,388.226 404.39,371.239\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 404.39,371.239 416.735,383.831\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 404.39,371.239 409.122,354.252\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 404.39,371.239 387.313,375.635\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 416.735,383.831 433.812,379.435\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 433.812,379.435 438.544,362.448\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 438.984,364.156 444.503,362.735\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 444.503,362.735 450.022,361.314\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 438.105,360.74 443.624,359.32\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 443.624,359.32 449.143,357.899\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 438.544,362.448 426.199,349.856\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 426.199,349.856 409.122,354.252\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 424.516,353.931 412.562,357.008\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 409.122,354.252 396.776,341.661\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 396.776,341.661 379.699,346.056\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 379.699,346.056 374.967,363.043\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 374.967,363.043 357.89,367.439\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 374.967,363.043 387.313,375.635\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 357.89,367.439 343.197,357.69\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 357.89,367.439 353.158,384.426\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 343.197,357.69 329.384,368.651\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 329.384,368.651 335.541,385.175\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 335.541,385.175 335.68,390.757\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 335.68,390.757 335.82,396.338\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 335.541,385.175 318.463,389.571\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 335.541,385.175 353.158,384.426\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 316.765,389.098 315.299,394.358\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 315.299,394.358 313.834,399.619\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 320.162,390.044 318.697,395.305\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 318.697,395.305 317.231,400.565\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 318.463,389.571 306.118,376.979\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 306.118,376.979 300.599,378.4\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 300.599,378.4 295.08,379.821\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 283.002,375.216 279.849,372\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 279.849,372 276.695,368.784\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 278.394,369.257 279.86,363.996\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 279.86,363.996 281.325,358.736\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 274.997,368.311 276.462,363.05\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 276.462,363.05 277.928,357.789\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 276.695,368.784 259.618,373.179\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 259.618,373.179 247.273,360.588\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 247.273,360.588 230.196,364.984\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 230.196,364.984 223.714,381.383\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 230.196,364.984 216.602,353.752\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 223.714,381.383 206.115,380.286\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 206.115,380.286 201.719,363.209\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 201.719,363.209 216.602,353.752\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 353.158,384.426 348.724,401.493\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 353.158,384.426 365.504,397.018\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 365.504,397.018 382.581,392.622\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 382.581,392.622 385.584,395.685\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 385.584,395.685 388.587,398.748\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 382.581,392.622 387.313,375.635\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"449.583\" y=\"364.518\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"324.339\" y=\"409.269\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"307.693\" y=\"413.024\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"283.002\" y=\"387.841\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"275.388\" y=\"358.262\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"383.283\" y=\"411.679\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"330.825\" y=\"495\"><tspan>5</tspan></text>\n",
       "<path d=\"M 551.718,373.507 567.403,365.448\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 551.718,373.507 536.897,363.952\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 551.718,373.507 551.445,379.08\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 551.445,379.08 551.171,384.654\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 567.403,365.448 582.224,375.003\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 567.715,369.846 578.09,376.534\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 582.224,375.003 597.909,366.945\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 597.909,366.945 598.773,349.332\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 601.561,364.475 602.166,352.147\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 597.909,366.945 612.73,376.499\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 598.773,349.332 603.813,346.742\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 603.813,346.742 608.853,344.153\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 598.773,349.332 583.952,339.777\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 620.062,344.886 624.67,347.857\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 624.67,347.857 629.279,350.828\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 619.533,348.742 622.759,350.821\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 622.759,350.821 625.985,352.901\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 629.279,350.828 628.415,368.441\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 629.279,350.828 644.964,342.77\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 628.415,368.441 612.73,376.499\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 624.451,366.512 613.471,372.153\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 628.415,368.441 643.236,377.995\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 612.73,376.499 611.866,394.112\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 611.866,394.112 596.181,402.17\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 611.125,398.457 600.146,404.098\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 611.866,394.112 626.687,403.666\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 596.181,402.17 595.318,419.782\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 595.318,419.782 610.139,429.337\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 599.452,418.251 609.826,424.939\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 610.139,429.337 625.824,421.279\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 610.139,429.337 609.865,434.91\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 609.865,434.91 609.592,440.484\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 625.824,421.279 626.687,403.666\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 622.431,418.464 623.035,406.135\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 643.236,377.995 648.059,375.517\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 648.059,375.517 652.882,373.039\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 664.96,373.83 669.351,376.66\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 669.351,376.66 673.742,379.491\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 644.964,342.77 645.827,325.157\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 644.964,342.77 659.785,352.324\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 583.952,339.777 584.815,322.165\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 583.952,339.777 568.267,347.836\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 536.897,363.952 521.212,372.011\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 521.212,372.011 506.391,362.456\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 521.212,372.011 520.939,377.584\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 520.939,377.584 520.665,383.157\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 506.391,362.456 490.706,370.514\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 490.706,370.514 488.31,368.97\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 488.31,368.97 485.915,367.426\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 488.945,370.428 488.671,376.001\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 488.671,376.001 488.398,381.575\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 492.467,370.601 492.194,376.174\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 492.194,376.174 491.921,381.748\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"608.853\" y=\"347.739\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"604.532\" y=\"453.415\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"652.882\" y=\"376.402\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"464.242\" y=\"367.426\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"483.803\" y=\"394.593\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"508.705\" y=\"396.089\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"539.211\" y=\"397.585\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"580.825\" y=\"495\"><tspan>6</tspan></text>\n",
       "<path d=\"M 786.389,362.123 791.319,364.825\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 791.319,364.825 796.249,367.527\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 801.997,377.064 802.122,382.645\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 802.122,382.645 802.246,388.227\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 807.457,367.194 812.191,364.318\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 812.191,364.318 816.924,361.443\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 802.246,388.227 817.71,396.702\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 817.71,396.702 832.781,387.547\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 832.781,387.547 833.382,382.159\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 832.781,387.547 832.388,369.917\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 832.781,387.547 847.852,378.392\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.382,382.159 833.835,385.26\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.835,385.26 833.543,372.155\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.543,372.155 833.229,375.273\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.229,375.273 832.388,369.917\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 832.388,369.917 816.924,361.443\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 816.924,361.443 831.995,352.288\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 831.995,352.288 847.459,360.762\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 847.459,360.762 862.53,351.608\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 851.551,362.403 862.101,355.995\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 847.459,360.762 847.852,378.392\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 862.53,351.608 877.994,360.082\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 877.994,360.082 878.387,377.711\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 874.527,362.805 874.802,375.146\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 878.387,377.711 880.298,378.758\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 880.298,378.758 882.208,379.805\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 878.387,377.711 863.316,386.866\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 863.316,386.866 847.852,378.392\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 862.691,382.502 851.867,376.57\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"796.249\" y=\"377.064\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"882.208\" y=\"392.652\"><tspan>OH</tspan></text>\n",
       "<path d=\"M 831.605,388.722 831.605,386.371 833.957,386.371 833.957,388.722 831.605,388.722\" style=\"fill:none;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 832.368,373.331 832.368,370.98 834.719,370.98 834.719,373.331 832.368,373.331\" style=\"fill:none;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"830.825\" y=\"495\"><tspan>7</tspan></text>\n",
       "<path d=\"M 88.773,642.232 81.1353,658.126\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 88.773,642.232 85.6097,624.884\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 88.773,642.232 76.0171,630.057\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 81.1353,658.126 63.6591,655.774\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 78.9843,654.278 66.751,652.632\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 63.6591,655.774 60.4958,638.426\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 60.4958,638.426 68.1335,622.532\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 60.4958,638.426 76.0171,630.057\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 68.1335,622.532 85.6097,624.884\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 68.1335,622.532 50.6573,620.18\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 68.1335,622.532 64.9703,605.184\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 85.6097,624.884 93.2474,608.991\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 93.2474,608.991 89.8888,605.785\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 89.8888,605.785 86.5303,602.579\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 93.2474,608.991 98.9018,607.959\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 98.9018,607.959 104.556,606.928\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 74.4527,600.071 69.7115,602.628\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 69.7115,602.628 64.9703,605.184\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 65.734,603.595 60.8065,601.227\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 60.8065,601.227 55.8789,598.859\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 64.2065,606.774 59.2789,604.406\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 59.2789,604.406 54.3514,602.038\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 116.085,612.293 119.047,615.781\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 119.047,615.781 122.008,619.269\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 122.008,619.269 125.078,618.71\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 125.078,618.71 128.148,618.15\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 120.348,618.676 118.536,623.746\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 118.536,623.746 116.724,628.815\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 123.669,619.863 121.857,624.932\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 121.857,624.932 120.045,630.002\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 144.846,622.572 147.808,626.06\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 147.808,626.06 150.77,629.548\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"74.4527\" y=\"603.281\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"43.0375\" y=\"604.012\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"104.556\" y=\"612.293\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"128.148\" y=\"622.572\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"110.035\" y=\"642.34\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"80.8253\" y=\"745\"><tspan>8</tspan></text>\n",
       "<path d=\"M 324.295,639.165 338.167,628.278\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 338.167,628.278 325.889,615.621\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 338.167,628.278 349.472,614.745\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 338.167,628.278 340.825,632.512\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 340.825,632.512 343.484,636.746\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 325.889,615.621 320.141,617.067\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 320.141,617.067 314.393,618.514\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 306.193,626.39 304.206,631.339\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 304.206,631.339 302.219,636.289\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 303.185,615.243 300.86,613.301\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 302.219,636.289 284.626,635.097\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 299.818,632.591 287.503,631.757\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 284.626,635.097 283.287,629.78\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 283.287,629.78 281.949,624.462\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 285.926,614.478 289.651,612.138\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 288.36,617.113 290.968,615.476\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 349.472,614.745 354.852,616.905\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 354.852,616.905 360.232,619.065\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 349.472,614.745 345.168,597.645\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 365.398,627.781 365.022,633.344\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 365.022,633.344 364.645,638.908\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 371.44,621.694 377.435,622.1\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 377.435,622.1 383.43,622.506\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 364.645,638.908 382.238,640.1\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 364.645,638.908 358.683,640.409\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 358.683,640.409 352.721,641.909\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 382.238,640.1 383.43,622.506\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 384.589,623.835 388.211,620.672\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 388.211,620.672 391.834,617.509\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 382.27,621.178 385.892,618.015\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 385.892,618.015 389.514,614.853\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 348.258,650.285 348.922,652.097\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 348.922,652.097 349.587,653.91\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 351.569,649.071 352.234,650.884\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.234,650.884 352.898,652.697\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 341.59,644.168 339.282,645.3\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 339.282,645.3 336.974,646.432\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 343.143,647.334 340.835,648.466\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 340.835,648.466 338.527,649.598\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 345.168,597.645 348.164,594.739\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 348.164,594.739 351.16,591.833\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 345.651,595.948 340.189,594.395\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 340.189,594.395 334.728,592.842\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 344.686,599.341 339.225,597.788\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 339.225,597.788 333.763,596.235\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"303.185\" y=\"626.39\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"274.718\" y=\"624.462\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"289.651\" y=\"615.085\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"360.232\" y=\"627.781\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"390.674\" y=\"617.374\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"342.367\" y=\"649.678\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"347.573\" y=\"666.235\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"325.673\" y=\"657.443\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"346.183\" y=\"591.833\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"322.168\" y=\"599.287\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"330.825\" y=\"745\"><tspan>9</tspan></text>\n",
       "<path d=\"M 548.062,670.006 552.552,667.243\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 552.552,667.243 557.041,664.48\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 562.898,654.298 562.742,648.718\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 562.742,648.718 562.585,643.137\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 562.585,643.137 559.376,643.227\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 559.376,643.227 556.167,643.317\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 562.585,643.137 580.212,642.642\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 562.585,643.137 562.091,625.51\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 540.979,637.166 538.348,632.89\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 538.348,632.89 535.717,628.614\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 537.358,629.257 538.697,625.84\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 538.697,625.84 540.035,622.423\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 534.075,627.971 535.413,624.554\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 535.413,624.554 536.751,621.137\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 535.717,628.614 518.09,629.108\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 518.09,629.108 515.458,624.832\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 515.458,624.832 512.827,620.556\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 503.671,614.236 497.446,614.41\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 497.446,614.41 491.221,614.585\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 491.221,614.585 491.064,609.005\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 491.064,609.005 490.908,603.424\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 491.221,614.585 491.378,620.166\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 491.378,620.166 491.534,625.746\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 491.221,614.585 484.779,614.766\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 484.779,614.766 478.337,614.947\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 580.212,642.642 584.949,645.203\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 584.949,645.203 589.686,647.763\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 580.212,642.642 580.056,637.062\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 580.056,637.062 579.899,631.481\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 601.764,647.311 606.253,644.548\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 606.253,644.548 610.743,641.786\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 610.743,641.786 610.248,624.159\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 610.248,624.159 594.735,615.774\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 606.244,626.003 595.385,620.134\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 610.248,624.159 625.266,614.917\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 594.735,615.774 590.029,618.67\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 590.029,618.67 585.322,621.567\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 594.735,615.774 594.241,598.147\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 574.113,625.173 568.102,625.341\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 568.102,625.341 562.091,625.51\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 563.449,624.386 561.571,622.117\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 561.571,622.117 559.693,619.847\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 560.732,626.634 558.854,624.365\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 558.854,624.365 556.976,622.095\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 594.241,598.147 592.306,597.101\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 592.306,597.101 590.371,596.055\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 595.165,599.649 599.655,596.886\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 599.655,596.886 604.144,594.123\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 593.317,596.645 597.806,593.882\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 597.806,593.882 602.296,591.119\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 625.266,614.917 630.434,617.71\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 630.434,617.71 635.601,620.503\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 645.956,620.116 650.876,617.088\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 650.876,617.088 655.797,614.06\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 655.797,614.06 656.224,608.502\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 656.224,608.502 656.651,602.944\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 659.441,612.663 659.74,608.772\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 659.74,608.772 660.039,604.881\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 655.797,614.06 661.147,616.264\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 661.147,616.264 666.497,618.469\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 662.751,595.121 668.682,593.686\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 678.265,598.795 679.549,600.882\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 675.454,600.956 676.353,602.417\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 678.027,613.813 677.602,614.312\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 673.666,627.243 674.958,632.58\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 674.958,632.58 676.25,637.916\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 676.25,637.916 693.167,642.893\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 693.167,642.893 694.458,648.23\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 694.458,648.23 695.75,653.566\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"578.378\" y=\"583.615\"><tspan>Na</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"557.041\" y=\"667.23\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"533.75\" y=\"650.097\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"534.887\" y=\"621.78\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"503.671\" y=\"620.556\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"485.984\" y=\"603.424\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"486.973\" y=\"638.678\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"468.851\" y=\"621.545\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"589.686\" y=\"657.493\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"574.113\" y=\"631.481\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"546.946\" y=\"620.971\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"567.085\" y=\"596.227\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"603.22\" y=\"595.371\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"635.601\" y=\"629.768\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"651.543\" y=\"602.944\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"668.682\" y=\"598.795\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"677.924\" y=\"613.813\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"666.497\" y=\"627.243\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"685.672\" y=\"666.498\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"574.151\" y=\"745\"><tspan>10</tspan></text>\n",
       "<path d=\"M 753.376,585.537 757.78,588.36\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 757.78,588.36 762.184,591.182\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 767.923,601.517 767.815,603.859\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 767.815,603.859 767.707,606.201\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 773.011,616.258 777.633,619.219\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 777.633,619.219 782.254,622.181\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 776.3,614.177 779.535,616.25\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 779.535,616.25 782.77,618.323\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 782.254,622.181 797.917,614.08\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 782.254,622.181 781.438,639.796\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 799.678,614.161 799.937,608.587\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 799.937,608.587 800.195,603.012\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 796.155,613.998 796.414,608.424\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 796.414,608.424 796.672,602.849\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 797.917,614.08 800.296,615.604\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 800.296,615.604 802.674,617.128\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 823.972,617.797 826.2,616.645\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 826.2,616.645 828.427,615.493\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
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       "<path d=\"M 896.908,609.528 908.787,622.56\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
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       "<path d=\"M 903.44,639.364 897.66,641.281\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
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       "<path d=\"M 903.44,639.364 913.891,653.567\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 902.167,643.584 909.483,653.526\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 886.741,651.38 886.775,656.964\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 886.775,656.964 886.809,662.548\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 886.809,662.548 892.409,664.33\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
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       "<path d=\"M 908.251,661.43 911.071,657.498\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 911.071,657.498 913.891,653.567\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 913.891,653.567 931.524,653.46\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 781.438,639.796 795.209,650.81\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 781.301,644.202 790.941,651.912\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 781.438,639.796 776.875,642.798\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 776.875,642.798 772.312,645.801\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 795.209,650.81 793.318,655.827\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 793.318,655.827 791.427,660.844\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 783.813,667.07 777.594,666.782\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 777.594,666.782 771.375,666.494\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 771.375,666.494 768.712,669.824\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 768.712,669.824 766.049,673.153\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 771.375,666.494 769.929,661.225\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 769.929,661.225 768.482,655.955\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 774.342,663.98 773.33,660.291\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 773.33,660.291 772.317,656.602\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"762.184\" y=\"601.517\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"761.803\" y=\"619.132\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"792.694\" y=\"602.931\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"801.556\" y=\"630.06\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"851.932\" y=\"640.339\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"844.974\" y=\"610.503\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"819.635\" y=\"589.492\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"849.629\" y=\"576.896\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"884.338\" y=\"586.157\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"881.525\" y=\"651.38\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"898.009\" y=\"674.361\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"783.813\" y=\"673.776\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"746.995\" y=\"687.378\"><tspan>NH</tspan><tspan style=\"baseline-shift:sub;font-size:9px;\">2</tspan><tspan/></text>\n",
       "<text style=\"font-size:12px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"761.104\" y=\"655.955\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"824.151\" y=\"745\"><tspan>11</tspan></text>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 407,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mols = [Chem.MolFromSmiles(sm) for sm in df['smiles'].values[ids]]\n",
    "dr = plot_mols(mols, 250, 175, 250, 1.1)\n",
    "with open('bbbp_mol.svg', 'w') as f:\n",
    "    f.write(dr.GetDrawingText())\n",
    "SVG(dr.GetDrawingText())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ClinTox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1484, 3)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>smiles</th>\n",
       "      <th>FDA_APPROVED</th>\n",
       "      <th>CT_TOX</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>*C(=O)[C@H](CCCCNC(=O)OCCOC)NC(=O)OCCOC</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[C@@H]1([C@@H]([C@@H]([C@H]([C@@H]([C@@H]1Cl)C...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[C@H]([C@@H]([C@@H](C(=O)[O-])O)O)([C@H](C(=O)...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[H]/[NH+]=C(/C1=CC(=O)/C(=C\\C=c2ccc(=C([NH3+])...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[H]/[NH+]=C(\\N)/c1ccc(cc1)OCCCCCOc2ccc(cc2)/C(...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              smiles  FDA_APPROVED  CT_TOX  \\\n",
       "0            *C(=O)[C@H](CCCCNC(=O)OCCOC)NC(=O)OCCOC             1       0   \n",
       "1  [C@@H]1([C@@H]([C@@H]([C@H]([C@@H]([C@@H]1Cl)C...             1       0   \n",
       "2  [C@H]([C@@H]([C@@H](C(=O)[O-])O)O)([C@H](C(=O)...             1       0   \n",
       "3  [H]/[NH+]=C(/C1=CC(=O)/C(=C\\C=c2ccc(=C([NH3+])...             1       0   \n",
       "4  [H]/[NH+]=C(\\N)/c1ccc(cc1)OCCCCCOc2ccc(cc2)/C(...             1       0   \n",
       "\n",
       "   group  \n",
       "0      2  \n",
       "1      2  \n",
       "2      2  \n",
       "3      2  \n",
       "4      2  "
      ]
     },
     "execution_count": 408,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/clintox.csv')\n",
    "KEYS  = df.keys()[1:]\n",
    "print(df.shape)\n",
    "df['group'] = df['FDA_APPROVED']*2 + df['CT_TOX']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SMILES is too long (219)\n",
      "SMILES is too long (263)\n",
      "SMILES is too long (318)\n",
      "SMILES is too long (238)\n",
      "SMILES is too long (230)\n",
      "SMILES is too long (227)\n",
      "SMILES is too long (261)\n",
      "SMILES is too long (227)\n",
      "SMILES is too long (279)\n",
      "SMILES is too long (255)\n",
      "SMILES is too long (271)\n",
      "SMILES is too long (253)\n",
      "SMILES is too long (253)\n",
      "SMILES is too long (251)\n",
      "SMILES is too long (221)\n",
      "SMILES is too long (225)\n",
      "SMILES is too long (284)\n",
      "SMILES is too long (314)\n",
      "SMILES is too long (236)\n",
      "SMILES is too long (240)\n",
      "SMILES is too long (339)\n",
      "There are 1484 molecules. It will take a little time.\n",
      "(1484, 1024)\n"
     ]
    }
   ],
   "source": [
    "x_split = [split(sm) for sm in df['smiles'].values]\n",
    "xid, xseg = get_array(x_split)\n",
    "X = trfm.encode(torch.t(xid))\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_reduced = TSNE(n_components=2, random_state=0).fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "metadata": {},
   "outputs": [],
   "source": [
    "nn = NearestNeighbors(metric='euclidean').fit(X_reduced)\n",
    "xs = np.linspace(-30, 40, 12)\n",
    "ys = np.linspace(40, -30, 12)\n",
    "ids = []\n",
    "pts = []\n",
    "for x,y in zip(xs, ys):\n",
    "    _, result = nn.kneighbors([[x, y]], n_neighbors=1)\n",
    "    ids.append(result[0, 0])\n",
    "    pts.append(X_reduced[result[0, 0]])\n",
    "pts = np.array(pts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 412,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,7))\n",
    "plt.rcParams['font.size'] = 14\n",
    "plt.rcParams['font.size'] = 12\n",
    "plt.scatter(X_reduced[df['group']==0][:,0], X_reduced[df['group']==0][:,1], label='FDA:0, TOX:0', marker='o')\n",
    "plt.scatter(X_reduced[df['group']==1][:,0], X_reduced[df['group']==1][:,1], label='FDA:0, TOX:1', marker='o')\n",
    "plt.scatter(X_reduced[df['group']==2][:,0], X_reduced[df['group']==2][:,1], label='FDA:1, TOX:0', marker='o')\n",
    "plt.scatter(X_reduced[df['group']==3][:,0], X_reduced[df['group']==3][:,1], label='FDA:1, TOX:1', marker='o')\n",
    "plt.axis('off')\n",
    "for i in range(12):\n",
    "    plt.scatter(pts[i,0], pts[i,1], c='r', marker='${}$'.format(i), s=200*(1+i//10))\n",
    "plt.legend( loc='lower left')\n",
    "plt.savefig('clintox.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 413,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<path d=\"M 108.024,72.159 108.422,65.2822\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 103.497,78.797 103.895,71.9202\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 103.895,71.9202 104.292,65.0434\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 68.8876,82.5708 52.7445,95.4995\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 52.7445,95.4995 33.4764,87.9835\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 48.3511,98.2257 34.8634,92.9645\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 52.7445,95.4995 55.8695,115.944\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 33.4764,87.9835 17.3333,100.912\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 17.3333,100.912 20.4584,121.357\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 21.891,103.354 24.0785,117.665\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 20.4584,121.357 39.7264,128.873\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 39.7264,128.873 55.8695,115.944\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 39.5622,123.705 50.8623,114.655\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"115.589\" y=\"98.9127\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"93.9503\" y=\"150.047\"><tspan>S</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">+</tspan><tspan/></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"82.1803\" y=\"96.9808\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"100.317\" y=\"65.1628\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"97.3253\" y=\"216.8\"><tspan>0</tspan></text>\n",
       "<path d=\"M 278.676,83.7558 281.004,89.9977\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 281.004,89.9977 283.333,96.2396\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 297.855,105.143 302.078,105.853\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 302.078,105.853 306.3,106.563\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 306.3,106.563 308.081,112.703\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 308.081,112.703 309.861,118.843\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 310.807,107.253 312.053,111.551\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 312.053,111.551 313.3,115.849\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 306.3,106.563 318.239,89.6745\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 326.427,132.349 328.805,133.328\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 328.805,133.328 331.182,134.308\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 331.182,134.308 330.831,154.987\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 335.265,137.48 335.019,151.956\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 331.182,134.308 349.266,124.272\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 330.831,154.987 348.564,165.631\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 348.564,165.631 366.648,155.595\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 349.269,160.508 361.928,153.484\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 366.648,155.595 366.999,134.916\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 366.648,155.595 371.608,158.572\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 371.608,158.572 376.568,161.549\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 366.999,134.916 349.266,124.272\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 362.21,136.866 349.797,129.416\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 349.266,124.272 352.695,103.877\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.695,103.877 349.191,99.9695\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 349.191,99.9695 345.687,96.0625\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 348.564,105.466 346.111,102.731\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 346.111,102.731 343.659,99.9962\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.695,103.877 372.559,98.1166\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 330.495,88.9649 324.367,89.3197\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 324.367,89.3197 318.239,89.6745\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 342.012,80.8956 342.827,78.9183\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 342.827,78.9183 343.642,76.941\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 372.559,98.1166 387.479,112.439\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 377.661,97.281 388.105,107.307\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 372.559,98.1166 377.502,78.034\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 387.479,112.439 407.343,106.679\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 407.343,106.679 412.286,86.5967\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 404.068,102.678 407.528,88.6203\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 412.286,86.5967 397.366,72.2741\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 397.366,72.2741 377.502,78.034\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 395.538,77.1108 381.634,81.1428\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"273.954\" y=\"110.028\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"297.693\" y=\"134.01\"><tspan>NH</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">+</tspan><tspan/></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"330.495\" y=\"96.0625\"><tspan>N</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">+</tspan><tspan/></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"338.951\" y=\"76.941\"><tspan>O</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">-</tspan><tspan/></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"376.568\" y=\"173.132\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"347.325\" y=\"216.8\"><tspan>1</tspan></text>\n",
       "<path d=\"M 579.876,51.32 585.323,71.272\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 583.853,69.8165 579.795,73.9132\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 579.795,73.9132 575.737,78.0098\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 586.792,72.7276 582.734,76.8243\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 582.734,76.8243 578.675,80.921\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 585.323,71.272 605.325,76.531\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 605.325,76.531 619.881,61.838\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 610.447,77.2382 620.636,66.953\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 605.325,76.531 610.772,96.483\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 619.881,61.838 639.883,67.0969\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 639.883,67.0969 645.33,87.0489\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 636.71,71.1791 640.522,85.1455\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 645.33,87.0489 630.774,101.742\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 645.33,87.0489 652.571,88.9527\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 652.571,88.9527 659.812,90.8565\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 630.774,101.742 610.772,96.483\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 628.826,96.9526 614.824,93.2714\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 630.774,101.742 632.556,108.271\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 632.556,108.271 634.339,114.8\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 642.196,123.265 649.21,125.109\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 649.21,125.109 656.223,126.953\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 630.245,127.726 625.955,132.056\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 625.955,132.056 621.665,136.387\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 656.223,126.953 661.67,146.905\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 661.031,128.856 664.843,142.823\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 656.223,126.953 670.779,112.26\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 661.67,146.905 681.672,152.164\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 681.672,152.164 696.228,137.471\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 680.917,147.049 691.106,136.764\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 696.228,137.471 690.781,117.519\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 690.781,117.519 670.779,112.26\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 686.729,120.73 672.727,117.049\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 670.779,112.26 668.996,105.731\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 668.996,105.731 667.214,99.2019\" style=\"fill:none;fill-rule:evenodd;stroke:#CCCC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 621.665,136.387 601.663,131.128\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 601.663,131.128 587.107,145.821\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 587.107,145.821 584.29,145.08\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 584.29,145.08 581.473,144.34\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 565.035,132.979 563.347,126.794\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 563.347,126.794 561.658,120.61\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 559.593,148.146 556.071,151.7\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 556.071,151.7 552.55,155.255\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 561.658,120.61 541.656,115.351\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 541.656,115.351 527.101,130.044\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 527.101,130.044 532.547,149.996\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 527.101,130.044 507.098,124.785\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 532.547,149.996 552.55,155.255\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 507.098,124.785 501.651,104.833\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 501.651,104.833 497.857,103.836\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 497.857,103.836 494.063,102.838\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"564.328\" y=\"92.8591\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"630.245\" y=\"128.588\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#CCCC00\" x=\"659.812\" y=\"99.2019\"><tspan>S</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"552.738\" y=\"148.146\"><tspan>NH</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">+</tspan><tspan/></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"469.235\" y=\"106.468\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"597.325\" y=\"216.8\"><tspan>2</tspan></text>\n",
       "<path d=\"M 777.831,165.463 779.724,158.984\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 779.724,158.984 781.616,152.505\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 777.191,138.877 773.263,134.77\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 773.263,134.77 769.336,130.663\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 769.336,130.663 749.244,135.567\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 765.341,127.38 751.277,130.813\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 769.336,130.663 775.134,110.81\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 749.244,135.567 734.95,120.62\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 734.95,120.62 740.749,100.767\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 739.79,118.801 743.849,104.905\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 734.95,120.62 732.03,121.332\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 732.03,121.332 729.11,122.045\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 740.749,100.767 760.841,95.8622\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 740.749,100.767 736.898,96.74\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 736.898,96.74 733.047,92.713\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 760.841,95.8622 775.134,110.81\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 759.995,100.963 770.001,111.427\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 775.134,110.81 795.226,105.905\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 797.212,106.485 799.104,100.006\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 799.104,100.006 800.997,93.5267\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 793.241,105.326 795.134,98.8463\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 795.134,98.8463 797.026,92.367\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 795.226,105.905 799.077,109.932\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 799.077,109.932 802.928,113.959\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 821.471,117.936 825.542,116.942\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 825.542,116.942 829.612,115.949\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 829.612,115.949 843.906,130.897\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 829.612,115.949 835.411,96.0961\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 843.906,130.897 863.998,125.992\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 863.998,125.992 865.79,119.857\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 865.79,119.857 867.582,113.723\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 862.545,98.5559 859.024,94.8737\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 859.024,94.8737 855.503,91.1914\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 884.164,102.632 887.026,101.933\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 887.026,101.933 889.889,101.235\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 855.503,91.1914 835.411,96.0961\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 835.411,96.0961 831.483,91.9889\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 831.483,91.9889 827.556,87.8818\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 823.131,74.2541 825.023,67.7748\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 825.023,67.7748 826.916,61.2955\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 889.889,101.235 904.182,116.183\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 904.182,116.183 924.274,111.278\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 924.274,111.278 928.202,115.385\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 928.202,115.385 932.129,119.492\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 945.007,124.654 951.833,122.988\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 951.833,122.988 958.66,121.321\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 958.66,121.321 972.954,136.269\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 963.794,120.705 973.799,131.168\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 958.66,121.321 964.459,101.469\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 972.954,136.269 993.046,131.364\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 993.046,131.364 998.844,111.512\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 989.945,127.227 994.004,113.33\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 998.844,111.512 984.551,96.5639\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 998.844,111.512 1006.36,109.677\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 1006.36,109.677 1013.88,107.842\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 984.551,96.5639 964.459,101.469\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 982.518,101.318 968.453,104.751\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"777.191\" y=\"152.505\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"794.586\" y=\"92.9469\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"797.569\" y=\"127.747\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"855.429\" y=\"113.723\"><tspan>NH</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">+</tspan><tspan/></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"814.678\" y=\"88.0422\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"932.129\" y=\"133.12\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"1013.88\" y=\"113.501\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"718.642\" y=\"92.713\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"700.606\" y=\"133.108\"><tspan>H</tspan><tspan style=\"baseline-shift:sub;font-size:9.75px;\">2</tspan><tspan>N</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"847.325\" y=\"216.8\"><tspan>3</tspan></text>\n",
       "<path d=\"M 165.15,410.449 163.691,403.795\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 163.691,403.795 162.232,397.142\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 154.281,388.201 147.645,386.092\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 147.645,386.092 141.009,383.984\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 141.009,383.984 125.729,397.922\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 135.929,383.018 125.233,392.775\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 141.009,383.984 136.578,363.782\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 125.729,397.922 106.018,391.658\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 106.018,391.658 101.587,371.456\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 109.394,387.741 106.292,373.6\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 101.587,371.456 116.868,357.518\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 101.587,371.456 81.8767,365.192\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 116.868,357.518 136.578,363.782\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 118.571,362.399 132.369,366.784\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 136.578,363.782 151.858,349.844\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 151.858,349.844 171.569,356.108\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 151.858,349.844 147.428,329.642\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 151.858,349.844 156.289,370.046\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 171.569,356.108 186.849,342.17\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 186.849,342.17 182.419,321.968\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 186.849,342.17 191.28,362.372\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 182.419,321.968 162.708,315.704\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 162.708,315.704 147.428,329.642\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 162.708,315.704 162.062,361.029\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 162.062,361.029 176,376.31\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 176,376.31 191.28,362.372\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 176,376.31 156.289,370.046\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 81.8767,365.192 77.4461,344.99\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 77.1718,363.047 74.0703,348.906\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 81.8767,365.192 66.5966,379.13\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 77.4461,344.99 57.7354,338.726\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 57.7354,338.726 42.4553,352.664\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 58.231,343.872 47.5349,353.629\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 42.4553,352.664 22.7446,346.4\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 42.4553,352.664 46.8859,372.866\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 22.7446,346.4 7.46452,360.338\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 23.2402,351.546 12.5441,361.303\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 7.46452,360.338 11.8951,380.54\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 7.46452,360.338 -12.2462,354.074\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 11.8951,380.54 31.6058,386.804\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 16.1045,377.537 29.902,381.922\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 31.6058,386.804 46.8859,372.866\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 46.8859,372.866 66.5966,379.13\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 51.0953,369.863 64.8928,374.248\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -13.64,352.546 -18.0606,356.578\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -18.0606,356.578 -22.4812,360.61\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -10.8524,355.602 -15.273,359.634\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -15.273,359.634 -19.6936,363.666\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -12.2462,354.074 -13.6299,347.765\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M -13.6299,347.765 -15.0136,341.455\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"154.281\" y=\"397.142\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"-33.9651\" y=\"374.906\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"-24.4936\" y=\"341.455\"><tspan>O</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">-</tspan><tspan/></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"97.3253\" y=\"466.8\"><tspan>4</tspan></text>\n",
       "<path d=\"M 291.847,368.213 298.926,348.78\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 296.795,366.714 301.75,353.111\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 291.847,368.213 305.137,384.06\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 298.926,348.78 319.294,345.194\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 319.294,345.194 332.584,361.041\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 318.119,350.229 327.422,361.322\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 319.294,345.194 321.578,338.924\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 321.578,338.924 323.862,332.655\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 332.584,361.041 325.506,380.474\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 332.584,361.041 352.953,357.455\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 325.506,380.474 305.137,384.06\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 321.733,376.938 307.475,379.448\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 305.137,384.06 302.853,390.329\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 302.853,390.329 300.569,396.599\" style=\"fill:none;fill-rule:evenodd;stroke:#00CC00;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.953,357.455 355.237,351.185\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 355.237,351.185 357.521,344.916\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.953,357.455 373.32,361.051\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.953,357.455 352.948,378.137\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 354.25,331.128 350.496,326.651\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 350.496,326.651 346.742,322.175\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 348.685,322.883 350.969,316.613\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 350.969,316.613 353.253,310.344\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 344.799,321.467 347.083,315.197\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 347.083,315.197 349.366,308.928\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 346.742,322.175 342.533,322.916\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 342.533,322.916 338.324,323.657\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 373.32,361.051 393.687,364.648\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 375.656,365.664 389.913,368.182\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 377.095,357.517 391.352,360.035\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 393.687,364.648 414.054,368.245\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 414.054,368.245 433.491,361.176\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 414.054,368.245 429.894,381.543\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 433.491,361.176 429.894,381.543\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.948,378.137 352.946,385.031\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.946,385.031 352.944,391.925\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.948,378.137 360.761,378.139\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 360.761,378.139 368.573,378.141\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 352.948,378.137 347.348,379.532\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 347.348,379.532 341.749,380.926\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#00CC00\" x=\"290.245\" y=\"410.387\"><tspan>Cl</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"353.593\" y=\"344.916\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"347.382\" y=\"309.636\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"314.422\" y=\"332.655\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"347.886\" y=\"405.713\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"368.573\" y=\"385.036\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"331.635\" y=\"389.08\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"347.325\" y=\"466.8\"><tspan>5</tspan></text>\n",
       "<path d=\"M 542.713,340.882 555.455,357.173\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 555.455,357.173 575.934,354.284\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 555.455,357.173 547.718,376.353\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 575.934,354.284 583.672,335.103\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 580.931,352.954 586.347,339.528\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 575.934,354.284 588.676,370.575\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 583.672,335.103 604.151,332.214\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 604.151,332.214 616.893,348.505\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 602.804,337.206 611.723,348.61\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 616.893,348.505 637.372,345.616\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 616.893,348.505 609.156,367.685\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 637.372,345.616 650.114,361.907\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 636.025,350.608 644.945,362.011\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 650.114,361.907 642.377,381.087\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 650.114,361.907 657.134,360.916\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 657.134,360.916 664.155,359.926\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 642.377,381.087 621.897,383.976\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 638.727,377.424 624.391,379.447\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 621.897,383.976 609.156,367.685\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 609.156,367.685 588.676,370.575\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 605.506,364.023 591.17,366.045\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 675.985,365.911 679.66,370.61\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 679.66,370.61 683.335,375.308\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 546.089,377.627 549.763,382.326\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 549.763,382.326 553.438,387.024\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 549.347,375.079 553.022,379.777\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 553.022,379.777 556.696,384.476\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 547.718,376.353 541.386,377.246\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 541.386,377.246 535.055,378.14\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"664.155\" y=\"365.911\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"554.021\" y=\"399.538\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"519.422\" y=\"386.826\"><tspan>O</tspan><tspan style=\"baseline-shift:super;font-size:9.75px;\">-</tspan><tspan/></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"597.325\" y=\"466.8\"><tspan>6</tspan></text>\n",
       "<path d=\"M 907.278,388.896 892.71,374.215\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 892.71,374.215 872.712,379.491\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 888.656,371.007 874.657,374.7\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 892.71,374.215 898.14,354.259\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 872.712,379.491 868.416,375.162\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 868.416,375.162 864.12,370.832\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 860.02,357.916 861.798,351.385\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 861.798,351.385 863.575,344.854\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 852.169,366.387 845.158,368.236\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 845.158,368.236 838.147,370.086\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 865.043,343.397 860.978,339.301\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 860.978,339.301 856.914,335.205\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 862.107,346.311 858.042,342.214\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 858.042,342.214 853.978,338.118\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 863.575,344.854 867.598,343.792\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 867.598,343.792 871.622,342.731\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 890.414,346.472 894.277,350.365\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 894.277,350.365 898.14,354.259\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 898.668,356.259 905.448,354.47\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 905.448,354.47 912.227,352.682\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 897.613,352.259 904.392,350.471\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 904.392,350.471 911.172,348.682\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 838.147,370.086 830.66,389.366\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 838.147,370.086 833.355,366.175\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.355,366.175 828.563,362.264\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 830.66,389.366 810.011,388.203\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 827.795,385.061 813.341,384.248\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 810.011,388.203 804.735,368.205\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 804.735,368.205 810.21,364.68\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 810.21,364.68 815.685,361.154\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 804.735,368.205 785.456,360.719\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 785.456,360.719 784.41,353.946\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 784.41,353.946 783.364,347.173\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"852.169\" y=\"371.704\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"842.568\" y=\"337.067\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"871.622\" y=\"346.472\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"911.699\" y=\"355.877\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"815.685\" y=\"363.902\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"769.885\" y=\"347.173\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"847.325\" y=\"466.8\"><tspan>7</tspan></text>\n",
       "<path d=\"M 55.2169,645.741 61.1903,625.94\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 55.2169,645.741 59.0591,649.831\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 59.0591,649.831 62.9014,653.921\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 61.1903,625.94 47.0291,610.867\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 61.1903,625.94 68.0382,624.333\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 68.0382,624.333 74.8861,622.725\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 47.0291,610.867 53.0025,591.066\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 47.0291,610.867 43.1689,611.773\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 43.1689,611.773 39.3087,612.68\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 53.0025,591.066 73.1371,586.339\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 53.0025,591.066 49.1603,586.977\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 49.1603,586.977 45.3181,582.887\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 73.1371,586.339 87.2983,601.413\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 73.1371,586.339 75.0839,579.886\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 75.0839,579.886 77.0308,573.432\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 87.2983,601.413 85.3515,607.866\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 85.3515,607.866 83.4047,614.319\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 87.2983,601.413 94.1462,599.805\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 94.1462,599.805 100.994,598.197\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 113.872,603.539 117.733,607.649\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 117.733,607.649 121.594,611.759\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 121.594,611.759 132.312,629.447\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 121.594,611.759 105.123,624.267\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 121.594,611.759 125.375,607.376\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 125.375,607.376 129.157,602.994\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 132.312,629.447 152.447,624.72\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 132.312,629.447 129.755,635.534\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 129.755,635.534 127.198,641.621\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 152.447,624.72 154.173,604.11\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 152.447,624.72 156.281,628.028\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 156.281,628.028 160.115,631.336\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 154.173,604.11 147.858,601.457\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 147.858,601.457 141.544,598.804\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 154.173,604.11 171.861,593.392\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 171.861,593.392 171.715,586.5\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 171.715,586.5 171.569,579.609\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 105.123,624.267 105.985,631.079\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 105.985,631.079 106.847,637.891\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"74.8861\" y=\"628.107\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"100.994\" y=\"603.579\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"128.666\" y=\"602.994\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"159.009\" y=\"579.609\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"155.692\" y=\"645.125\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"111.887\" y=\"655.409\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"95.3055\" y=\"651.679\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"66.6963\" y=\"573.432\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"26.4271\" y=\"582.887\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"14.4803\" y=\"622.488\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"56.9639\" y=\"667.709\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"97.3253\" y=\"716.8\"><tspan>8</tspan></text>\n",
       "<path d=\"M 300.769,606.065 307.626,616.411\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 290.68,599.513 289.326,599.596\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 289.326,599.596 287.971,599.68\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 299.632,592.277 300.808,589.914\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 300.808,589.914 301.985,587.55\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 307.626,616.411 298.41,634.926\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 307.626,616.411 311.972,616.142\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 311.972,616.142 316.318,615.873\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 298.41,634.926 277.767,636.201\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 277.767,636.201 268.551,654.716\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 277.767,636.201 266.341,618.962\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 332.838,622.029 336.267,627.201\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 336.267,627.201 339.695,632.374\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 337.844,631.452 334.951,637.263\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 334.951,637.263 332.059,643.073\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 341.547,633.296 338.654,639.106\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 338.654,639.106 335.762,644.917\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 339.695,632.374 360.338,631.098\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 360.338,631.098 371.764,648.337\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 360.338,631.098 363.23,625.288\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 363.23,625.288 366.123,619.477\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 371.764,648.337 392.407,647.062\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 392.407,647.062 403.833,664.301\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 397.569,647.362 405.567,659.43\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 392.407,647.062 401.623,628.547\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 403.833,664.301 424.476,663.025\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 424.476,663.025 433.692,644.51\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 422.155,658.405 428.607,645.444\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 433.692,644.51 422.266,627.271\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 422.266,627.271 401.623,628.547\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 419.425,631.591 404.975,632.484\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 364.985,605.689 361.556,600.517\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 361.556,600.517 358.128,595.344\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 358,593.28 350.899,593.719\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 350.899,593.719 343.797,594.158\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 358.256,597.408 351.154,597.847\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 351.154,597.847 344.052,598.286\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 358.128,595.344 367.345,576.829\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 367.345,576.829 387.987,575.553\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 370.186,572.509 384.636,571.616\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 367.345,576.829 363.916,571.656\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 363.916,571.656 360.488,566.484\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 387.987,575.553 390.88,569.743\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 390.88,569.743 393.772,563.932\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 392.634,550.144 389.206,544.972\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 389.206,544.972 385.778,539.799\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 388.158,550.878 385.758,547.257\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 385.758,547.257 383.358,543.636\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 385.778,539.799 365.135,541.075\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 365.135,541.075 362.242,546.885\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 362.242,546.885 359.35,552.696\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 367.97,544.661 365.945,548.729\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 365.945,548.729 363.921,552.796\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"290.68\" y=\"606.065\"><tspan>B</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"316.318\" y=\"622.029\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"324.04\" y=\"657.783\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"357.604\" y=\"619.477\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"331.047\" y=\"603.514\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"391.228\" y=\"563.932\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"349.943\" y=\"566.484\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"263.143\" y=\"607.341\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"293.002\" y=\"587.55\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"347.325\" y=\"716.8\"><tspan>9</tspan></text>\n",
       "<path d=\"M 618.162,671.065 614.191,650.767\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 614.191,650.767 594.627,644.058\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 594.627,644.058 590.656,623.76\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 590.656,623.76 583.862,621.43\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 583.862,621.43 577.068,619.1\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 565.117,622.258 560.309,626.448\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 560.309,626.448 555.5,630.638\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 569.744,610.157 568.433,603.455\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 568.433,603.455 567.122,596.753\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 553.471,631.035 554.782,637.737\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 554.782,637.737 556.093,644.439\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 557.53,630.241 558.841,636.943\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 558.841,636.943 560.152,643.644\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 555.5,630.638 535.937,623.929\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 535.937,623.929 534.626,617.227\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 534.626,617.227 533.315,610.525\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 535.937,623.929 520.344,637.516\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 539.877,596.737 543.718,593.39\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 543.718,593.39 547.558,590.044\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 549.588,589.647 548.277,582.945\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 548.277,582.945 546.966,576.243\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 545.529,590.441 544.218,583.739\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 544.218,583.739 542.907,577.037\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 547.558,590.044 567.122,596.753\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 567.122,596.753 586.685,603.463\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 567.122,596.753 563.151,576.456\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 586.685,603.463 602.278,589.876\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 602.278,589.876 600.967,583.174\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 600.967,583.174 599.656,576.472\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 592.332,567.529 585.538,565.199\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 585.538,565.199 578.744,562.868\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 604.282,564.371 609.091,560.181\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 609.091,560.181 613.899,555.991\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 578.744,562.868 563.151,576.456\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 613.899,555.991 633.463,562.7\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 633.463,562.7 637.434,582.998\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 638.118,564.951 640.898,579.159\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 633.463,562.7 649.055,549.113\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 637.434,582.998 656.997,589.707\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 656.997,589.707 672.59,576.12\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 656.619,584.551 667.533,575.039\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 672.59,576.12 668.619,555.822\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 672.59,576.12 679.152,578.37\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 679.152,578.37 685.714,580.621\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 668.619,555.822 649.055,549.113\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 664.342,558.729 650.648,554.032\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 693.502,589.724 694.813,596.425\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 694.813,596.425 696.124,603.127\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 696.124,603.127 680.532,616.714\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 696.503,608.283 685.588,617.795\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 696.124,603.127 715.688,609.837\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 680.532,616.714 684.503,637.012\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 684.503,637.012 704.066,643.721\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 688.779,634.105 702.474,638.802\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 704.066,643.721 719.659,630.134\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 704.066,643.721 708.037,664.019\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 719.659,630.134 715.688,609.837\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 715.004,627.883 712.224,613.675\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 707.366,665.975 713.928,668.226\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 713.928,668.226 720.491,670.476\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 708.708,662.062 715.27,664.313\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 715.27,664.313 721.833,666.564\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 708.037,664.019 704.196,667.365\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 704.196,667.365 700.356,670.712\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 520.344,637.516 500.781,630.806\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 520.344,637.516 521.655,644.218\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 521.655,644.218 522.967,650.919\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 500.781,630.806 496.81,610.509\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 500.781,630.806 485.188,644.394\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 496.81,610.509 477.247,603.799\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 477.247,603.799 461.654,617.387\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 461.654,617.387 465.625,637.684\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 465.625,637.684 485.188,644.394\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"565.117\" y=\"623.945\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"553.032\" y=\"657.83\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"520.015\" y=\"610.525\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"537.149\" y=\"576.64\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"592.332\" y=\"576.472\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"685.714\" y=\"589.724\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"721.162\" y=\"677.622\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"680.03\" y=\"684.5\"><tspan>HO</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"511.901\" y=\"664.707\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"590.651\" y=\"716.8\"><tspan>10</tspan></text>\n",
       "<path d=\"M 937.217,639.153 956.584,631.895\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 937.217,639.153 921.248,626.01\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 956.584,631.895 959.981,611.493\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 959.981,611.493 956.185,608.369\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 956.185,608.369 952.389,605.244\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 932.061,602.829 928.353,604.219\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 928.353,604.219 924.646,605.609\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 924.646,605.609 921.248,626.01\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 924.646,605.609 908.676,592.466\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 908.676,592.466 895.533,608.435\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 908.676,592.466 912.411,587.928\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 912.411,587.928 916.145,583.391\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 908.676,592.466 892.707,579.323\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 895.533,608.435 890.537,604.322\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 890.537,604.322 885.54,600.21\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 885.238,588.398 888.973,583.86\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 888.973,583.86 892.707,579.323\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 873.589,595.872 866.284,596.581\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 866.284,596.581 858.979,597.29\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 860.662,596.088 857.113,591.121\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 857.113,591.121 853.564,586.153\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 857.296,598.492 853.747,593.525\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 853.747,593.525 850.199,588.558\" style=\"fill:none;fill-rule:evenodd;stroke:#FF0000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 858.979,597.29 850.417,616.117\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 850.417,616.117 829.832,618.115\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 850.417,616.117 862.44,632.945\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 848.855,621.045 857.271,632.825\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 829.832,618.115 821.27,636.941\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 832.313,622.651 826.319,635.83\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 829.832,618.115 826.283,613.148\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 826.283,613.148 822.734,608.181\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 821.27,636.941 833.293,653.77\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 821.27,636.941 813.505,637.695\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 813.505,637.695 805.741,638.449\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.293,653.77 853.878,651.771\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 835.981,649.353 850.391,647.954\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 833.293,653.77 830.579,659.736\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 830.579,659.736 827.866,665.702\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 853.878,651.771 862.44,632.945\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 805.858,602.447 801.54,602.866\" style=\"fill:none;fill-rule:evenodd;stroke:#0000FF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 801.54,602.866 797.223,603.285\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 797.223,603.285 785.2,586.457\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 792.054,603.165 783.638,591.386\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 797.223,603.285 788.661,622.112\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 785.2,586.457 764.614,588.455\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 785.2,586.457 787.913,580.49\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 787.913,580.49 790.627,574.524\" style=\"fill:none;fill-rule:evenodd;stroke:#33CCCC;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 764.614,588.455 756.052,607.282\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 767.095,592.991 761.102,606.17\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 756.052,607.282 768.076,624.11\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 756.052,607.282 746.91,608.169\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 746.91,608.169 737.768,609.057\" style=\"fill:none;fill-rule:evenodd;stroke:#A01EEF;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 768.076,624.11 788.661,622.112\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<path d=\"M 770.764,619.693 785.174,618.294\" style=\"fill:none;fill-rule:evenodd;stroke:#000000;stroke-width:2px;stroke-linecap:butt;stroke-linejoin:miter;stroke-opacity:1\"/>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"932.061\" y=\"605.244\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"873.589\" y=\"602.186\"><tspan>N</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"840.517\" y=\"587.356\"><tspan>O</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"819.674\" y=\"679.49\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"795.628\" y=\"645.834\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#0000FF\" x=\"805.858\" y=\"608.181\"><tspan>NH</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#A01EEF\" x=\"733.166\" y=\"616.174\"><tspan>I</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#33CCCC\" x=\"788.705\" y=\"574.524\"><tspan>F</tspan></text>\n",
       "<text style=\"font-size:13px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#FF0000\" x=\"909.405\" y=\"583.391\"><tspan>OH</tspan></text>\n",
       "<text style=\"font-size:20px;font-style:normal;font-weight:normal;fill-opacity:1;stroke:none;font-family:sans-serif;text-anchor:start;fill:#000000\" x=\"840.651\" y=\"716.8\"><tspan>11</tspan></text>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 413,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mols = [Chem.MolFromSmiles(sm) for sm in df['smiles'].values[ids]]\n",
    "dr = plot_mols(mols, 250, 208, 220, 1)\n",
    "with open('clintox_mol.svg', 'w') as f:\n",
    "    f.write(dr.GetDrawingText())\n",
    "SVG(dr.GetDrawingText())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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